Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 267 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.5 KiB |
| Average record size in memory | 128.5 B |
Variable types
| NUM | 16 |
|---|
W_FEMALE is highly correlated with AA_FEMALE and 4 other fields | High correlation |
AA_FEMALE is highly correlated with W_FEMALE and 4 other fields | High correlation |
MALE is highly correlated with FEMALE | High correlation |
FEMALE is highly correlated with MALE | High correlation |
AA_MALE is highly correlated with AA_FEMALE and 4 other fields | High correlation |
W_MALE is highly correlated with AA_FEMALE and 4 other fields | High correlation |
H_MALE is highly correlated with H_Female and 1 other fields | High correlation |
H_Female is highly correlated with H_MALE and 1 other fields | High correlation |
AA is highly correlated with AA_FEMALE and 4 other fields | High correlation |
H is highly correlated with H_Female and 1 other fields | High correlation |
W is highly correlated with AA_FEMALE and 4 other fields | High correlation |
df_index has unique values | Unique |
ECONOMICALLY_DISADVANTAGED has unique values | Unique |
AA_MALE has unique values | Unique |
W_MALE has unique values | Unique |
AA has unique values | Unique |
Reproduction
| Analysis started | 2020-11-09 18:20:43.116290 |
|---|---|
| Analysis finished | 2020-11-09 18:21:25.214269 |
| Duration | 42.1 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 267 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 159.6816479 |
|---|---|
| Minimum | 0 |
| Maximum | 321 |
| Zeros | 1 |
| Zeros (%) | 0.4% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.6 |
| Q1 | 85 |
| median | 158 |
| Q3 | 229.5 |
| 95-th percentile | 307.7 |
| Maximum | 321 |
| Range | 321 |
| Interquartile range (IQR) | 144.5 |
Descriptive statistics
| Standard deviation | 91.96640323 |
|---|---|
| Coefficient of variation (CV) | 0.5759359602 |
| Kurtosis | -1.081885876 |
| Mean | 159.6816479 |
| Median Absolute Deviation (MAD) | 72 |
| Skewness | 0.04716173297 |
| Sum | 42635 |
| Variance | 8457.819324 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 321 | 1 | 0.4% | |
| 104 | 1 | 0.4% | |
| 120 | 1 | 0.4% | |
| 119 | 1 | 0.4% | |
| 118 | 1 | 0.4% | |
| 117 | 1 | 0.4% | |
| 116 | 1 | 0.4% | |
| 115 | 1 | 0.4% | |
| 114 | 1 | 0.4% | |
| 113 | 1 | 0.4% | |
| Other values (257) | 257 | 96.3% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.4% | |
| 1 | 1 | 0.4% | |
| 2 | 1 | 0.4% | |
| 3 | 1 | 0.4% | |
| 4 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 321 | 1 | 0.4% | |
| 320 | 1 | 0.4% | |
| 319 | 1 | 0.4% | |
| 318 | 1 | 0.4% | |
| 317 | 1 | 0.4% |
grad_rate
Real number (ℝ≥0)
| Distinct | 29 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9171535581 |
|---|---|
| Minimum | 0.64 |
| Maximum | 0.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.64 |
|---|---|
| 5-th percentile | 0.773 |
| Q1 | 0.9 |
| median | 0.94 |
| Q3 | 0.96 |
| 95-th percentile | 0.98 |
| Maximum | 0.99 |
| Range | 0.35 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.0663335359 |
|---|---|
| Coefficient of variation (CV) | 0.07232544138 |
| Kurtosis | 4.416105273 |
| Mean | 0.9171535581 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | -1.979519562 |
| Sum | 244.88 |
| Variance | 0.004400137985 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.96 | 33 | 12.4% | |
| 0.94 | 32 | 12.0% | |
| 0.97 | 27 | 10.1% | |
| 0.92 | 25 | 9.4% | |
| 0.93 | 20 | 7.5% | |
| 0.95 | 18 | 6.7% | |
| 0.98 | 18 | 6.7% | |
| 0.91 | 15 | 5.6% | |
| 0.9 | 12 | 4.5% | |
| 0.88 | 9 | 3.4% | |
| Other values (19) | 58 | 21.7% |
| Value | Count | Frequency (%) | |
| 0.64 | 2 | 0.7% | |
| 0.65 | 1 | 0.4% | |
| 0.66 | 1 | 0.4% | |
| 0.69 | 2 | 0.7% | |
| 0.72 | 2 | 0.7% |
| Value | Count | Frequency (%) | |
| 0.99 | 8 | 3.0% | |
| 0.98 | 18 | 6.7% | |
| 0.97 | 27 | 10.1% | |
| 0.96 | 33 | 12.4% | |
| 0.95 | 18 | 6.7% |
TOTAL
Real number (ℝ≥0)
| Distinct | 248 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 947.2059925 |
|---|---|
| Minimum | 67 |
| Maximum | 2411 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 67 |
|---|---|
| 5-th percentile | 283.4 |
| Q1 | 522 |
| median | 833 |
| Q3 | 1255.5 |
| 95-th percentile | 2070.4 |
| Maximum | 2411 |
| Range | 2344 |
| Interquartile range (IQR) | 733.5 |
Descriptive statistics
| Standard deviation | 548.8491366 |
|---|---|
| Coefficient of variation (CV) | 0.5794401016 |
| Kurtosis | -0.1834135175 |
| Mean | 947.2059925 |
| Median Absolute Deviation (MAD) | 352 |
| Skewness | 0.7583994564 |
| Sum | 252904 |
| Variance | 301235.3747 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 757 | 2 | 0.7% | |
| 488 | 2 | 0.7% | |
| 847 | 2 | 0.7% | |
| 833 | 2 | 0.7% | |
| 830 | 2 | 0.7% | |
| 707 | 2 | 0.7% | |
| 818 | 2 | 0.7% | |
| 407 | 2 | 0.7% | |
| 1313 | 2 | 0.7% | |
| 914 | 2 | 0.7% | |
| Other values (238) | 247 | 92.5% |
| Value | Count | Frequency (%) | |
| 67 | 1 | 0.4% | |
| 70 | 1 | 0.4% | |
| 75 | 1 | 0.4% | |
| 88 | 1 | 0.4% | |
| 109 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2411 | 1 | 0.4% | |
| 2329 | 1 | 0.4% | |
| 2295 | 1 | 0.4% | |
| 2288 | 1 | 0.4% | |
| 2287 | 1 | 0.4% |
| Distinct | 267 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2966413681 |
|---|---|
| Minimum | 0.007798440312 |
| Maximum | 0.8259911894 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.007798440312 |
|---|---|
| 5-th percentile | 0.06907862408 |
| Q1 | 0.2107418513 |
| median | 0.2798264642 |
| Q3 | 0.3682626054 |
| 95-th percentile | 0.5893400074 |
| Maximum | 0.8259911894 |
| Range | 0.8181927491 |
| Interquartile range (IQR) | 0.1575207542 |
Descriptive statistics
| Standard deviation | 0.1447872373 |
|---|---|
| Coefficient of variation (CV) | 0.4880884897 |
| Kurtosis | 1.593079635 |
| Mean | 0.2966413681 |
| Median Absolute Deviation (MAD) | 0.07982646421 |
| Skewness | 0.8587220619 |
| Sum | 79.20324527 |
| Variance | 0.02096334409 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.3333333333 | 1 | 0.4% | |
| 0.3041958042 | 1 | 0.4% | |
| 0.3691099476 | 1 | 0.4% | |
| 0.3838630807 | 1 | 0.4% | |
| 0.2734478203 | 1 | 0.4% | |
| 0.1051108968 | 1 | 0.4% | |
| 0.3404255319 | 1 | 0.4% | |
| 0.2401902497 | 1 | 0.4% | |
| 0.2578947368 | 1 | 0.4% | |
| 0.2873563218 | 1 | 0.4% | |
| Other values (257) | 257 | 96.3% |
| Value | Count | Frequency (%) | |
| 0.007798440312 | 1 | 0.4% | |
| 0.01066816395 | 1 | 0.4% | |
| 0.01557093426 | 1 | 0.4% | |
| 0.02506963788 | 1 | 0.4% | |
| 0.02869518138 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.8259911894 | 1 | 0.4% | |
| 0.7868561279 | 1 | 0.4% | |
| 0.7664015905 | 1 | 0.4% | |
| 0.7301854975 | 1 | 0.4% | |
| 0.7094155844 | 1 | 0.4% |
| Distinct | 263 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4869020502 |
|---|---|
| Minimum | 0.309352518 |
| Maximum | 0.6666666667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.309352518 |
|---|---|
| 5-th percentile | 0.4512847241 |
| Q1 | 0.4711709114 |
| median | 0.4846686449 |
| Q3 | 0.4990381832 |
| 95-th percentile | 0.525574635 |
| Maximum | 0.6666666667 |
| Range | 0.3573141487 |
| Interquartile range (IQR) | 0.02786727176 |
Descriptive statistics
| Standard deviation | 0.03174991593 |
|---|---|
| Coefficient of variation (CV) | 0.06520801446 |
| Kurtosis | 11.20015327 |
| Mean | 0.4869020502 |
| Median Absolute Deviation (MAD) | 0.01416504778 |
| Skewness | 0.9255173248 |
| Sum | 130.0028474 |
| Variance | 0.001008057162 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.4821428571 | 3 | 1.1% | |
| 0.5 | 2 | 0.7% | |
| 0.5217391304 | 2 | 0.7% | |
| 0.5223880597 | 1 | 0.4% | |
| 0.4756446991 | 1 | 0.4% | |
| 0.4560747664 | 1 | 0.4% | |
| 0.4710042433 | 1 | 0.4% | |
| 0.4428571429 | 1 | 0.4% | |
| 0.4859708193 | 1 | 0.4% | |
| 0.5213675214 | 1 | 0.4% | |
| Other values (253) | 253 | 94.8% |
| Value | Count | Frequency (%) | |
| 0.309352518 | 1 | 0.4% | |
| 0.3769230769 | 1 | 0.4% | |
| 0.3954983923 | 1 | 0.4% | |
| 0.4323607427 | 1 | 0.4% | |
| 0.4387211368 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.6666666667 | 1 | 0.4% | |
| 0.6452513966 | 1 | 0.4% | |
| 0.6342592593 | 1 | 0.4% | |
| 0.5968992248 | 1 | 0.4% | |
| 0.5909090909 | 1 | 0.4% |
| Distinct | 263 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03632768463 |
|---|---|
| Minimum | 0.002118644068 |
| Maximum | 0.17114788 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.002118644068 |
|---|---|
| 5-th percentile | 0.005365477763 |
| Q1 | 0.01353619339 |
| median | 0.0250990753 |
| Q3 | 0.04697363256 |
| 95-th percentile | 0.1111404831 |
| Maximum | 0.17114788 |
| Range | 0.169029236 |
| Interquartile range (IQR) | 0.03343743917 |
Descriptive statistics
| Standard deviation | 0.03455007583 |
|---|---|
| Coefficient of variation (CV) | 0.9510673796 |
| Kurtosis | 3.746723204 |
| Mean | 0.03632768463 |
| Median Absolute Deviation (MAD) | 0.01293362518 |
| Skewness | 1.927885791 |
| Sum | 9.699491797 |
| Variance | 0.00119370774 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.003752345216 | 2 | 0.7% | |
| 0.005025125628 | 2 | 0.7% | |
| 0.009900990099 | 2 | 0.7% | |
| 0.01061007958 | 2 | 0.7% | |
| 0.00790513834 | 1 | 0.4% | |
| 0.1286727457 | 1 | 0.4% | |
| 0.06268784886 | 1 | 0.4% | |
| 0.01768707483 | 1 | 0.4% | |
| 0.0675944334 | 1 | 0.4% | |
| 0.006756756757 | 1 | 0.4% | |
| Other values (253) | 253 | 94.8% |
| Value | Count | Frequency (%) | |
| 0.002118644068 | 1 | 0.4% | |
| 0.002202643172 | 1 | 0.4% | |
| 0.002277904328 | 1 | 0.4% | |
| 0.003174603175 | 1 | 0.4% | |
| 0.003752345216 | 2 | 0.7% |
| Value | Count | Frequency (%) | |
| 0.17114788 | 1 | 0.4% | |
| 0.1693227092 | 1 | 0.4% | |
| 0.1632889404 | 1 | 0.4% | |
| 0.1613070539 | 1 | 0.4% | |
| 0.1560283688 | 1 | 0.4% |
| Distinct | 266 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09856105154 |
|---|---|
| Minimum | 0.000761614623 |
| Maximum | 0.4991735537 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.000761614623 |
|---|---|
| 5-th percentile | 0.004414808682 |
| Q1 | 0.0133601071 |
| median | 0.03802938634 |
| Q3 | 0.123181432 |
| 95-th percentile | 0.4113362163 |
| Maximum | 0.4991735537 |
| Range | 0.4984119391 |
| Interquartile range (IQR) | 0.1098213249 |
Descriptive statistics
| Standard deviation | 0.1280305032 |
|---|---|
| Coefficient of variation (CV) | 1.298996928 |
| Kurtosis | 1.764736264 |
| Mean | 0.09856105154 |
| Median Absolute Deviation (MAD) | 0.03010074412 |
| Skewness | 1.681398458 |
| Sum | 26.31580076 |
| Variance | 0.01639180975 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.01098901099 | 2 | 0.7% | |
| 0.01119402985 | 1 | 0.4% | |
| 0.4085365854 | 1 | 0.4% | |
| 0.07345225603 | 1 | 0.4% | |
| 0.1983240223 | 1 | 0.4% | |
| 0.4757709251 | 1 | 0.4% | |
| 0.001422475107 | 1 | 0.4% | |
| 0.04022988506 | 1 | 0.4% | |
| 0.02059925094 | 1 | 0.4% | |
| 0.06287227002 | 1 | 0.4% | |
| Other values (256) | 256 | 95.9% |
| Value | Count | Frequency (%) | |
| 0.000761614623 | 1 | 0.4% | |
| 0.001422475107 | 1 | 0.4% | |
| 0.001964636542 | 1 | 0.4% | |
| 0.002790697674 | 1 | 0.4% | |
| 0.002976190476 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.4991735537 | 1 | 0.4% | |
| 0.4806070826 | 1 | 0.4% | |
| 0.4757709251 | 1 | 0.4% | |
| 0.4744525547 | 1 | 0.4% | |
| 0.4733606557 | 1 | 0.4% |
| Distinct | 266 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3410001682 |
|---|---|
| Minimum | 0.001776198934 |
| Maximum | 0.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.001776198934 |
|---|---|
| 5-th percentile | 0.0137908778 |
| Q1 | 0.2807330732 |
| median | 0.3913924051 |
| Q3 | 0.4439639946 |
| 95-th percentile | 0.4700716309 |
| Maximum | 0.6 |
| Range | 0.5982238011 |
| Interquartile range (IQR) | 0.1632309214 |
Descriptive statistics
| Standard deviation | 0.1410781168 |
|---|---|
| Coefficient of variation (CV) | 0.4137186136 |
| Kurtosis | 0.3064158766 |
| Mean | 0.3410001682 |
| Median Absolute Deviation (MAD) | 0.05987878138 |
| Skewness | -1.181485424 |
| Sum | 91.04704491 |
| Variance | 0.01990303504 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.4444444444 | 2 | 0.7% | |
| 0.4583333333 | 1 | 0.4% | |
| 0.4418604651 | 1 | 0.4% | |
| 0.399026764 | 1 | 0.4% | |
| 0.3772893773 | 1 | 0.4% | |
| 0.2664092664 | 1 | 0.4% | |
| 0.3516483516 | 1 | 0.4% | |
| 0.03660130719 | 1 | 0.4% | |
| 0.02786994028 | 1 | 0.4% | |
| 0.4223140496 | 1 | 0.4% | |
| Other values (256) | 256 | 95.9% |
| Value | Count | Frequency (%) | |
| 0.001776198934 | 1 | 0.4% | |
| 0.001915708812 | 1 | 0.4% | |
| 0.002202643172 | 1 | 0.4% | |
| 0.003305785124 | 1 | 0.4% | |
| 0.003350083752 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.6 | 1 | 0.4% | |
| 0.537037037 | 1 | 0.4% | |
| 0.5194805195 | 1 | 0.4% | |
| 0.5113636364 | 1 | 0.4% | |
| 0.4945652174 | 1 | 0.4% |
| Distinct | 263 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5130979498 |
|---|---|
| Minimum | 0.3333333333 |
| Maximum | 0.690647482 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.3333333333 |
|---|---|
| 5-th percentile | 0.474425365 |
| Q1 | 0.5009618168 |
| median | 0.5153313551 |
| Q3 | 0.5288290886 |
| 95-th percentile | 0.5487152759 |
| Maximum | 0.690647482 |
| Range | 0.3573141487 |
| Interquartile range (IQR) | 0.02786727176 |
Descriptive statistics
| Standard deviation | 0.03174991593 |
|---|---|
| Coefficient of variation (CV) | 0.06187885948 |
| Kurtosis | 11.20015327 |
| Mean | 0.5130979498 |
| Median Absolute Deviation (MAD) | 0.01416504778 |
| Skewness | -0.9255173248 |
| Sum | 136.9971526 |
| Variance | 0.001008057162 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.5178571429 | 3 | 1.1% | |
| 0.5 | 2 | 0.7% | |
| 0.4782608696 | 2 | 0.7% | |
| 0.4776119403 | 1 | 0.4% | |
| 0.4949392713 | 1 | 0.4% | |
| 0.5348837209 | 1 | 0.4% | |
| 0.5515151515 | 1 | 0.4% | |
| 0.5085348506 | 1 | 0.4% | |
| 0.4949324324 | 1 | 0.4% | |
| 0.5124851367 | 1 | 0.4% | |
| Other values (253) | 253 | 94.8% |
| Value | Count | Frequency (%) | |
| 0.3333333333 | 1 | 0.4% | |
| 0.3547486034 | 1 | 0.4% | |
| 0.3657407407 | 1 | 0.4% | |
| 0.4031007752 | 1 | 0.4% | |
| 0.4090909091 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.690647482 | 1 | 0.4% | |
| 0.6230769231 | 1 | 0.4% | |
| 0.6045016077 | 1 | 0.4% | |
| 0.5676392573 | 1 | 0.4% | |
| 0.5612788632 | 1 | 0.4% |
| Distinct | 267 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09829004423 |
|---|---|
| Minimum | 0.001715265866 |
| Maximum | 0.5044052863 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.001715265866 |
|---|---|
| 5-th percentile | 0.004799809028 |
| Q1 | 0.01596863645 |
| median | 0.04444444444 |
| Q3 | 0.1277951074 |
| 95-th percentile | 0.3965589714 |
| Maximum | 0.5044052863 |
| Range | 0.5026900205 |
| Interquartile range (IQR) | 0.1118264709 |
Descriptive statistics
| Standard deviation | 0.1244815951 |
|---|---|
| Coefficient of variation (CV) | 1.266472063 |
| Kurtosis | 1.80429017 |
| Mean | 0.09829004423 |
| Median Absolute Deviation (MAD) | 0.03424036281 |
| Skewness | 1.673809331 |
| Sum | 26.24344181 |
| Variance | 0.01549566752 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.009328358209 | 1 | 0.4% | |
| 0.08016443988 | 1 | 0.4% | |
| 0.01012461059 | 1 | 0.4% | |
| 0.007610350076 | 1 | 0.4% | |
| 0.01058201058 | 1 | 0.4% | |
| 0.01013513514 | 1 | 0.4% | |
| 0.01573033708 | 1 | 0.4% | |
| 0.002463054187 | 1 | 0.4% | |
| 0.002012072435 | 1 | 0.4% | |
| 0.1977077364 | 1 | 0.4% | |
| Other values (257) | 257 | 96.3% |
| Value | Count | Frequency (%) | |
| 0.001715265866 | 1 | 0.4% | |
| 0.001869158879 | 1 | 0.4% | |
| 0.002012072435 | 1 | 0.4% | |
| 0.002118644068 | 1 | 0.4% | |
| 0.002252252252 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.5044052863 | 1 | 0.4% | |
| 0.5026642984 | 1 | 0.4% | |
| 0.4707792208 | 1 | 0.4% | |
| 0.4692622951 | 1 | 0.4% | |
| 0.4603709949 | 1 | 0.4% |
| Distinct | 267 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3638259282 |
|---|---|
| Minimum | 0.002994011976 |
| Maximum | 0.5466237942 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.002994011976 |
|---|---|
| 5-th percentile | 0.02343597263 |
| Q1 | 0.2985623521 |
| median | 0.4194444444 |
| Q3 | 0.46965415 |
| 95-th percentile | 0.5052575377 |
| Maximum | 0.5466237942 |
| Range | 0.5436297822 |
| Interquartile range (IQR) | 0.1710917979 |
Descriptive statistics
| Standard deviation | 0.1457406886 |
|---|---|
| Coefficient of variation (CV) | 0.4005780713 |
| Kurtosis | 0.3953528951 |
| Mean | 0.3638259282 |
| Median Absolute Deviation (MAD) | 0.06383581033 |
| Skewness | -1.219270557 |
| Sum | 97.14152282 |
| Variance | 0.02124034831 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.4722222222 | 1 | 0.4% | |
| 0.01340996169 | 1 | 0.4% | |
| 0.4108264862 | 1 | 0.4% | |
| 0.4509803922 | 1 | 0.4% | |
| 0.4893203883 | 1 | 0.4% | |
| 0.4923469388 | 1 | 0.4% | |
| 0.457433291 | 1 | 0.4% | |
| 0.004268292683 | 1 | 0.4% | |
| 0.4374501992 | 1 | 0.4% | |
| 0.03660130719 | 1 | 0.4% | |
| Other values (257) | 257 | 96.3% |
| Value | Count | Frequency (%) | |
| 0.002994011976 | 1 | 0.4% | |
| 0.003831417625 | 1 | 0.4% | |
| 0.004268292683 | 1 | 0.4% | |
| 0.004405286344 | 1 | 0.4% | |
| 0.005025125628 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.5466237942 | 1 | 0.4% | |
| 0.5240740741 | 1 | 0.4% | |
| 0.5222222222 | 1 | 0.4% | |
| 0.5204188482 | 1 | 0.4% | |
| 0.5180102916 | 1 | 0.4% |
| Distinct | 263 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03996564158 |
|---|---|
| Minimum | 0.001860465116 |
| Maximum | 0.1933815926 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.001860465116 |
|---|---|
| 5-th percentile | 0.007035006218 |
| Q1 | 0.01541100409 |
| median | 0.02572347267 |
| Q3 | 0.04689070382 |
| 95-th percentile | 0.1192649089 |
| Maximum | 0.1933815926 |
| Range | 0.1915211274 |
| Interquartile range (IQR) | 0.03147969973 |
Descriptive statistics
| Standard deviation | 0.03802549281 |
|---|---|
| Coefficient of variation (CV) | 0.951454582 |
| Kurtosis | 3.665872705 |
| Mean | 0.03996564158 |
| Median Absolute Deviation (MAD) | 0.01378079751 |
| Skewness | 1.924442604 |
| Sum | 10.6708263 |
| Variance | 0.001445938103 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.02272727273 | 3 | 1.1% | |
| 0.02197802198 | 2 | 0.7% | |
| 0.02027027027 | 2 | 0.7% | |
| 0.1194029851 | 1 | 0.4% | |
| 0.05244996549 | 1 | 0.4% | |
| 0.05128205128 | 1 | 0.4% | |
| 0.03639973527 | 1 | 0.4% | |
| 0.01271186441 | 1 | 0.4% | |
| 0.01083032491 | 1 | 0.4% | |
| 0.1189427313 | 1 | 0.4% | |
| Other values (253) | 253 | 94.8% |
| Value | Count | Frequency (%) | |
| 0.001860465116 | 1 | 0.4% | |
| 0.002375296912 | 1 | 0.4% | |
| 0.003154574132 | 1 | 0.4% | |
| 0.003752345216 | 1 | 0.4% | |
| 0.00395256917 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.1933815926 | 1 | 0.4% | |
| 0.1877394636 | 1 | 0.4% | |
| 0.1784232365 | 1 | 0.4% | |
| 0.178343949 | 1 | 0.4% | |
| 0.1749408983 | 1 | 0.4% |
| Distinct | 267 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1968510958 |
|---|---|
| Minimum | 0.005145797599 |
| Maximum | 0.9801762115 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.005145797599 |
|---|---|
| 5-th percentile | 0.00978701994 |
| Q1 | 0.03110227261 |
| median | 0.08121019108 |
| Q3 | 0.2461306598 |
| 95-th percentile | 0.823879973 |
| Maximum | 0.9801762115 |
| Range | 0.9750304139 |
| Interquartile range (IQR) | 0.2150283872 |
Descriptive statistics
| Standard deviation | 0.2514253113 |
|---|---|
| Coefficient of variation (CV) | 1.277236026 |
| Kurtosis | 1.723118367 |
| Mean | 0.1968510958 |
| Median Absolute Deviation (MAD) | 0.06234226655 |
| Skewness | 1.66703992 |
| Sum | 52.55924257 |
| Variance | 0.06321468715 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.006944444444 | 1 | 0.4% | |
| 0.05604203152 | 1 | 0.4% | |
| 0.06839186691 | 1 | 0.4% | |
| 0.02027027027 | 1 | 0.4% | |
| 0.02251407129 | 1 | 0.4% | |
| 0.03898734177 | 1 | 0.4% | |
| 0.05997931748 | 1 | 0.4% | |
| 0.03398328691 | 1 | 0.4% | |
| 0.05795918367 | 1 | 0.4% | |
| 0.03438789546 | 1 | 0.4% | |
| Other values (257) | 257 | 96.3% |
| Value | Count | Frequency (%) | |
| 0.005145797599 | 1 | 0.4% | |
| 0.005607476636 | 1 | 0.4% | |
| 0.005689900427 | 1 | 0.4% | |
| 0.006092916984 | 1 | 0.4% | |
| 0.006711409396 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.9801762115 | 1 | 0.4% | |
| 0.9454545455 | 1 | 0.4% | |
| 0.9426229508 | 1 | 0.4% | |
| 0.9409780776 | 1 | 0.4% | |
| 0.9282094595 | 1 | 0.4% |
| Distinct | 265 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07629332621 |
|---|---|
| Minimum | 0.007125890736 |
| Maximum | 0.3645294726 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.007125890736 |
|---|---|
| 5-th percentile | 0.01422568886 |
| Q1 | 0.02926154565 |
| median | 0.0509383378 |
| Q3 | 0.09067816295 |
| 95-th percentile | 0.2318601733 |
| Maximum | 0.3645294726 |
| Range | 0.3574035819 |
| Interquartile range (IQR) | 0.0614166173 |
Descriptive statistics
| Standard deviation | 0.07177226387 |
|---|---|
| Coefficient of variation (CV) | 0.9407410508 |
| Kurtosis | 3.812364666 |
| Mean | 0.07629332621 |
| Median Absolute Deviation (MAD) | 0.02642220877 |
| Skewness | 1.954906438 |
| Sum | 20.3703181 |
| Variance | 0.005151257861 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.02040816327 | 2 | 0.7% | |
| 0.02702702703 | 2 | 0.7% | |
| 0.05037313433 | 1 | 0.4% | |
| 0.02364864865 | 1 | 0.4% | |
| 0.02055498458 | 1 | 0.4% | |
| 0.07389635317 | 1 | 0.4% | |
| 0.1806136681 | 1 | 0.4% | |
| 0.05688622754 | 1 | 0.4% | |
| 0.1296296296 | 1 | 0.4% | |
| 0.04608294931 | 1 | 0.4% | |
| Other values (255) | 255 | 95.5% |
| Value | Count | Frequency (%) | |
| 0.007125890736 | 1 | 0.4% | |
| 0.007504690432 | 1 | 0.4% | |
| 0.009111617312 | 1 | 0.4% | |
| 0.009247027741 | 1 | 0.4% | |
| 0.009523809524 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.3645294726 | 1 | 0.4% | |
| 0.3429118774 | 1 | 0.4% | |
| 0.3416328894 | 1 | 0.4% | |
| 0.3397302905 | 1 | 0.4% | |
| 0.3309692671 | 1 | 0.4% |
| Distinct | 266 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7048260964 |
|---|---|
| Minimum | 0.005747126437 |
| Maximum | 0.9753694581 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.005747126437 |
|---|---|
| 5-th percentile | 0.04081219168 |
| Q1 | 0.5893398787 |
| median | 0.8169761273 |
| Q3 | 0.9137326023 |
| 95-th percentile | 0.9610513934 |
| Maximum | 0.9753694581 |
| Range | 0.9696223317 |
| Interquartile range (IQR) | 0.3243927236 |
Descriptive statistics
| Standard deviation | 0.2821088473 |
|---|---|
| Coefficient of variation (CV) | 0.4002531245 |
| Kurtosis | 0.4841737248 |
| Mean | 0.7048260964 |
| Median Absolute Deviation (MAD) | 0.1127290881 |
| Skewness | -1.289871136 |
| Sum | 188.1885677 |
| Variance | 0.07958540171 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.9464285714 | 2 | 0.7% | |
| 0.9123134328 | 1 | 0.4% | |
| 0.1228878648 | 1 | 0.4% | |
| 0.9666666667 | 1 | 0.4% | |
| 0.8650519031 | 1 | 0.4% | |
| 0.914556962 | 1 | 0.4% | |
| 0.9038817006 | 1 | 0.4% | |
| 0.6275659824 | 1 | 0.4% | |
| 0.7228116711 | 1 | 0.4% | |
| 0.911227154 | 1 | 0.4% | |
| Other values (256) | 256 | 95.9% |
| Value | Count | Frequency (%) | |
| 0.005747126437 | 1 | 0.4% | |
| 0.006607929515 | 1 | 0.4% | |
| 0.00837520938 | 1 | 0.4% | |
| 0.008982035928 | 1 | 0.4% | |
| 0.009146341463 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.9753694581 | 1 | 0.4% | |
| 0.9714964371 | 1 | 0.4% | |
| 0.9698492462 | 1 | 0.4% | |
| 0.968220339 | 1 | 0.4% | |
| 0.9672505712 | 1 | 0.4% |
Expend_per_pupil
Real number (ℝ≥0)
| Distinct | 266 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9684.601348 |
|---|---|
| Minimum | 5304.33 |
| Maximum | 20356.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 5304.33 |
|---|---|
| 5-th percentile | 7688.027 |
| Q1 | 8401.245 |
| median | 9165.83 |
| Q3 | 10528.48 |
| 95-th percentile | 12926.907 |
| Maximum | 20356.1 |
| Range | 15051.77 |
| Interquartile range (IQR) | 2127.235 |
Descriptive statistics
| Standard deviation | 2077.675623 |
|---|---|
| Coefficient of variation (CV) | 0.2145339336 |
| Kurtosis | 8.260019884 |
| Mean | 9684.601348 |
| Median Absolute Deviation (MAD) | 885.87 |
| Skewness | 2.227728413 |
| Sum | 2585788.56 |
| Variance | 4316735.993 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5449.59 | 2 | 0.7% | |
| 10789.43 | 1 | 0.4% | |
| 9136.43 | 1 | 0.4% | |
| 12407.37 | 1 | 0.4% | |
| 8364.25 | 1 | 0.4% | |
| 8652.22 | 1 | 0.4% | |
| 11513.85 | 1 | 0.4% | |
| 9016.75 | 1 | 0.4% | |
| 8696.56 | 1 | 0.4% | |
| 8266.13 | 1 | 0.4% | |
| Other values (256) | 256 | 95.9% |
| Value | Count | Frequency (%) | |
| 5304.33 | 1 | 0.4% | |
| 5449.59 | 2 | 0.7% | |
| 5541.14 | 1 | 0.4% | |
| 6949.99 | 1 | 0.4% | |
| 7273.6 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 20356.1 | 1 | 0.4% | |
| 20187.79 | 1 | 0.4% | |
| 20049.13 | 1 | 0.4% | |
| 18582.45 | 1 | 0.4% | |
| 18237.58 | 1 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | grad_rate | TOTAL | ECONOMICALLY_DISADVANTAGED | FEMALE | H_Female | AA_FEMALE | W_FEMALE | MALE | AA_MALE | W_MALE | H_MALE | AA | H | W | Expend_per_pupil | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.96 | 1075 | 0.247442 | 0.482791 | 0.008372 | 0.002791 | 0.465116 | 0.517209 | 0.007442 | 0.500465 | 0.001860 | 0.010233 | 0.010233 | 0.965581 | 9171.37 |
| 1 | 1 | 0.95 | 1120 | 0.339286 | 0.451786 | 0.010714 | 0.020536 | 0.409821 | 0.548214 | 0.019643 | 0.505357 | 0.016071 | 0.040179 | 0.026786 | 0.915179 | 9523.76 |
| 2 | 2 | 0.92 | 1406 | 0.199858 | 0.491465 | 0.044097 | 0.070413 | 0.351351 | 0.508535 | 0.085349 | 0.346373 | 0.046942 | 0.155761 | 0.091038 | 0.697724 | 12546.31 |
| 3 | 3 | 0.98 | 481 | 0.193347 | 0.442827 | 0.037422 | 0.016632 | 0.382536 | 0.557173 | 0.027027 | 0.482328 | 0.037422 | 0.043659 | 0.074844 | 0.864865 | 9106.97 |
| 4 | 4 | 0.89 | 1506 | 0.371846 | 0.490704 | 0.169323 | 0.086321 | 0.228420 | 0.509296 | 0.083001 | 0.255644 | 0.160691 | 0.169323 | 0.330013 | 0.484064 | 7418.07 |
| 5 | 5 | 0.91 | 534 | 0.237828 | 0.488764 | 0.056180 | 0.020599 | 0.408240 | 0.511236 | 0.022472 | 0.423221 | 0.059925 | 0.043071 | 0.116105 | 0.831461 | 8279.85 |
| 6 | 6 | 0.94 | 637 | 0.326531 | 0.486656 | 0.006279 | 0.010989 | 0.461538 | 0.513344 | 0.028257 | 0.463108 | 0.012559 | 0.039246 | 0.018838 | 0.924647 | 9673.19 |
| 7 | 7 | 0.93 | 515 | 0.386408 | 0.448544 | 0.021359 | 0.009709 | 0.415534 | 0.551456 | 0.007767 | 0.489320 | 0.038835 | 0.017476 | 0.060194 | 0.904854 | 10027.42 |
| 8 | 8 | 0.93 | 1396 | 0.207736 | 0.493553 | 0.035817 | 0.009312 | 0.437679 | 0.506447 | 0.014327 | 0.449140 | 0.033668 | 0.023639 | 0.069484 | 0.886819 | 9268.68 |
| 9 | 9 | 0.93 | 1667 | 0.151170 | 0.499700 | 0.017397 | 0.008398 | 0.469106 | 0.500300 | 0.017397 | 0.457109 | 0.018596 | 0.025795 | 0.035993 | 0.926215 | 8945.95 |
Last rows
| df_index | grad_rate | TOTAL | ECONOMICALLY_DISADVANTAGED | FEMALE | H_Female | AA_FEMALE | W_FEMALE | MALE | AA_MALE | W_MALE | H_MALE | AA | H | W | Expend_per_pupil | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 257 | 312 | 0.94 | 1847 | 0.028695 | 0.517596 | 0.045479 | 0.027071 | 0.414185 | 0.482404 | 0.021657 | 0.400108 | 0.044396 | 0.048728 | 0.089875 | 0.814293 | 8335.75 |
| 258 | 313 | 0.98 | 166 | 0.060241 | 0.542169 | 0.036145 | 0.012048 | 0.463855 | 0.457831 | 0.024096 | 0.391566 | 0.024096 | 0.036145 | 0.060241 | 0.855422 | 11230.73 |
| 259 | 314 | 0.97 | 1082 | 0.032348 | 0.479667 | 0.026802 | 0.030499 | 0.388170 | 0.520333 | 0.037893 | 0.406654 | 0.035120 | 0.068392 | 0.061922 | 0.794824 | 8390.27 |
| 260 | 315 | 0.98 | 1667 | 0.007798 | 0.517696 | 0.020996 | 0.032394 | 0.371326 | 0.482304 | 0.034193 | 0.349130 | 0.025795 | 0.066587 | 0.046791 | 0.720456 | 7977.52 |
| 261 | 316 | 0.96 | 1533 | 0.045010 | 0.496412 | 0.043053 | 0.029354 | 0.400522 | 0.503588 | 0.025440 | 0.426614 | 0.035877 | 0.054795 | 0.078930 | 0.827136 | 8346.05 |
| 262 | 317 | 0.94 | 1895 | 0.247493 | 0.486016 | 0.058575 | 0.078100 | 0.335620 | 0.513984 | 0.079683 | 0.362005 | 0.063852 | 0.157784 | 0.122427 | 0.697625 | 7842.51 |
| 263 | 318 | 0.97 | 2220 | 0.071171 | 0.487838 | 0.018018 | 0.044595 | 0.407207 | 0.512162 | 0.050450 | 0.420270 | 0.024775 | 0.095045 | 0.042793 | 0.827477 | 7519.21 |
| 264 | 319 | 0.96 | 571 | 0.185639 | 0.460595 | 0.005254 | 0.021016 | 0.432574 | 0.539405 | 0.035026 | 0.476357 | 0.021016 | 0.056042 | 0.026270 | 0.908932 | 10360.40 |
| 265 | 320 | 0.97 | 1935 | 0.109044 | 0.473902 | 0.027390 | 0.050646 | 0.375711 | 0.526098 | 0.047028 | 0.430491 | 0.033592 | 0.097674 | 0.060982 | 0.806202 | 7995.72 |
| 266 | 321 | 0.94 | 75 | 0.120000 | 0.666667 | 0.026667 | 0.013333 | 0.600000 | 0.333333 | 0.013333 | 0.293333 | 0.013333 | 0.026667 | 0.040000 | 0.893333 | 20049.13 |